{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create water mask in radar coordinate ##\n",
    "\n",
    "This notebook show two ways of generating water mask in radar coordinates to facilitate InSAR processing in MintPy:\n",
    "\n",
    "1. Using `generate_mask.py` based on DEM in radar coordiantes with `manually` selected threshold in height.\n",
    "2. Using `wbd.py` from ISCE to download water mask in geo coordinates and radar-code it using geocode.py from MintPy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Go to directory /Users/yunjunz/insarlab/test/FernandinaSenDT128/mintpy\n"
     ]
    }
   ],
   "source": [
    "## Examples to generate water mask.\n",
    "%matplotlib inline\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from mintpy import view, geocode\n",
    "\n",
    "work_dir = os.path.expanduser('~/insarlab/test/FernandinaSenDT128/mintpy')\n",
    "os.chdir(work_dir)\n",
    "print('Go to directory', work_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Option 1: Thresholding DEM in radar coordinates using `generate_mask.py`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input geometry file: INPUTS/geometryRadar.h5\n",
      "read INPUTS/geometryRadar.h5\n",
      "create initial mask with the same size as the input file and all = 1\n",
      "all pixels with nan value = 0\n",
      "exclude pixels with value < -5.5\n",
      "delete exsited file: waterMask.h5\n",
      "create HDF5 file: waterMask.h5 with w mode\n",
      "create dataset /mask of bool       in size of (450, 600)           with compression=None\n",
      "finished writing to waterMask.h5\n",
      "time used: 00 mins 0.0 secs.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAisAAAF8CAYAAAAOzfv6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy8QZhcZAAAgAElEQVR4nO3de7xcdX3v/9cbCEREJCnqkXs4eAsPxEu0WCg3L8QWEz2iWBQVDqC0XvECaEsMghyv8KutlihSKwqpqCW2PYBIiIgJNiAoW0SRRKDEI7gDCMRA4PP747tm75XJ7Jk1e25rZr2fj8c8Jnut71p7rW/2zHzm870pIjAzMzMrq60GfQFmZmZmzThYMTMzs1JzsGJmZmal5mDFzMzMSs3BipmZmZWagxUzMzMrNQcrZiNA0mslndKjc39MUkjaIOmpDfa/Pdsfkvbpwe//Z0l3d/u8ZjY8HKyYjYbXAj0JVnIeA45qsP2twB96/LvNrMIcrJhZQ5K2q9v0beDYujK7A4cA3+rXdZlZ9ThYMesTSfOyppKDctvenW07K7ftWdm2v5D0NEnnS/qlpEck3SXpG5J2zZX/Z+BtwK655pi1uf07S/qipP+WtFHSLySdVHdttaacgyV9U9L9wPV1t/AvwMGS9sxtOxa4E/hBg/t9laT/lLQuu/ZbJH1A0tZ15Y6R9BNJD0l6QNLPJL2jRV0eJ+kxSac1K2dmo2GbQV+AWYXcCNwPHA78MNt2OLAheya37XHgWmAX4I/A6cC92c8fAK6T9NyI+CPwceBpwEuABdk5NgJI2hG4DngS8DFgDXAE8EVJ20XE5+uu8evAxaTmnvr3h2uBtcCbgU9k244FLgIarduxN/B94PPZPczLruFpwGnZ9R2UHf/3wIdIX6CeC+zU4Hxkx5wOLAZOjIh/nqqcmY0OBytmfRIRT0j6AXAYcKakrUhNKF8E3iNph4h4KNu/OiL+ANwGvLd2jiwrcR0pm/Fq4DsR8WtJ9wKPRsSqul/7XmBPYL+I+FW27SpJOwGLJH0xIjblyl8aER+e6hZIgcWxwCckvZQUWPwLcGCD+/2n3HWLFOxsC3xQ0kci4gngAOD+iHhf7tArG/3yrL7+P+B44HUR8R9TXKeZjRg3A5n113LgZZJmAi8gZRA+RcqE/HlW5lDg6toBkk6WdLOkh4BNpEAF4DkFft98UnPOGknb1B7AFcCfAHPryn+nxfn+BXiupJeQOtauygVBm5H0zKwJ6zfAo6QOumdl9/z0rNh/AbMkXSTpyCyIamQb4BLgGOAVDlTMqsXBill/XQ1sB/wZKYNyc0T8P1Kz0GGS9gWeQQpqkPRu4AvAVcD/Al5KykYAzCzw+54OHEwKFPKPb2b7/6Su/LpmJ4uI24GVwP8G3kQKXraQZUGWAUeSApTDSc1UZ+evPSJWAG8AdicFSvdKukrS8+tOuSPwl8CPgB83u0YzGz1uBjLrr58B95E+vF/IZAblauCNwF2kLMR12fY3Ad+PiA/UTiBpThu/7/fA78g1JdW5re7nRn1P6v0L8I+kLM/SKcr8T1IflWMj4qLaRkmvqS8YEZcCl0ragZRV+iRwuaTdsqYigHHgLcC/AxdLOqau+crMRpiDFbM+ioiQtAJ4JfA8UtYEUrByDvAgcH1EPJJt3z7blndcg1NvJHWirXc58G7gzoj4XYeXX7OU1En3pxExPkWZ7bPnx2obJM0gdc5tKOuv8++S9ib1TfkTUqfi2v5rJL0a+E/gEklvcsBiVg0OVsz672pSZqI24gfSSKEHyTrf5speDpwq6SOk5o/DaTwx28+B2ZJOBlYDf4yInwHnAkcD10o6l5RJeTKpY+yfR8TCdi8+ItYDr2tR7FbgN8DZkh4nBS3vry8k6Uwmm73uAXYD3gPcFBH31pePiGslzQf+L7A0C1geqy9nZqPFwYpZ/y3PnldHxIOw2UihBbn9kAKXnUgf9DOBFaSsxh115/wyqS/LJ7LyvwH2iogHJP0ZcAZwKrArafj0bfRwIreIeFTSa4F/IDUbjQNfIXUO/lKu6PWk4ORcYDapyepK4O+anPs6SUeQArlvSnpjRDzakxsxs1JQRJEmajMzMxtGknYjfVmZB+xPajKeExFrCxw7kzSX01tIX4RuAk6NiC0mguylgYwGkrS7pEuz2SoflPRtSXsM4lrMzMxG3D6kDvzrmWx6LuoC4ERSdvZI0ojBKyS9oKtX2ELfMyuStgduJnUI/FvS6IOzSB3ynh8RD/f1gszMzEaYpK1qI+sknUBqim2ZWZG0PymTcnxEXJht2wYYA26LiAXNju+mQfRZOZE0DfdzsjkbkPRT4FfAO4DPDeCazMzMRlJuCoB2LSB1jp+YoiAiNkm6BDgtW7JjYzeusZVBNAMtIM16eXttQ0SsIc0r0fbIBDMzM+uJfYE1uakUasZIS2fs068LGUSwsi9wS4PtY2w59beZmZkNxmxSP5d647n9fTGIZqBmNz9rqoOyJe2zZe1nvBh27sW1mZlZlz2TdazjmTyz+WoOhazjmQ3PP2zuBx6JULMy+0hbpDTqrUtf9P+Y27QkIpZ0en0Z0XhW66bX3QuDmmel7ZvPKn8JgLRLTMQtZmZWauvqnhexeNrnWtzgvf+kDs43KEWiiQ3AX7co83dpAsh5XbikRsaBRiN1Z+X298UgmoHW0zh1NIvGGRczMxshi1nU1+Ns2saAOdko3ry5pDXMbt/ykN4YRLAyRuq3Um8uacpwMzMbcYtZ5OCjBZGaP5o9emwZMIO0Mnq6pjR0+Wjgyn6NBILBBCvLgAOyxcoAkLQXcGC2z8zMKqJowFLFwKabwYqkoyQdBbw42/TqbNsh2f49JW2SdEbtmIi4iTRs+TxJJ0h6OXAJMAf6+x8yiD4rXwLeBVwmqTYp3MeBu4DzB3A9ZmZmpdTFD+lv1v1cW/F9BXAoKTbami2TGMcBZ5Mmb92JNKnr/Ii4sXuX1tpA1gbKptY/F3glqYK+D7yvyDoF6Xh3sDUzGzVTdbwtklXppNPuICwB7mkxGmh3KT7Q4jzvhxt62MG2NAYyGigi7gReP4jfbWZm5bSYRRNBR7vNPvljR0WtGchcD2ZmViKd9E0ZtYDFwcqkgay6bGZm1guj1BG3BKOBSqNK92pmZhVQH7AMa7bFmZVJzqyYmZlZqTloMzMzKyFnViY5s2JmZiNtmPuxuM9K4mDFzMxG3jAGLO5gO6lK92pmZjY03Aw0yZkVMzOrhGHMrljioM3MKqF++Ko/uKzsnFmZ5MyKmY28RvNsLGJxR/NvDOvcHTY83GdlUpXu1cwqpkhA0apMbQr3WibGQcpwG7Yp+f0hnbgezGwk9OoDqHbeYfqAs+aGLWAxNwOZ2ZDJN9/4A8dGmZuBJlXpXs1sCOQDkGbfgAcdsLiDrvWaO9hOcmbFzEqhUYfXsmVO8gFK2a7NRo8zK5McrJjZQHU6Kqefyh5MWXHDkBlzsDLJwYqZDUyVPuxrQVmV7rnshiFgscTBiplZBzoNPtxh2JpxZiVRRAz6Gtom7RJw0qAvw8ymYdQ+kOvnYWmm3XvPdzB2FqC3+v13uQS4J0LNyuwrxdIW59kPboiIed27snKqUmBmZgMyagFK3lRZkW4EF/lzOmipHo8GmuR6MLOuG+XgpKj6bIvrpNzKOEOxg5VJ7rNiZtYjveiLUqYP01E02Q16kbNYJdLVYEXSoZKiweP+unKzJH1Z0n2SHpZ0laT9unktZjYY/jDdXC/qw3XcP4MMWDx0eVKvMivvAV6We7yitkOSgGXAfODdwOuBGcBySbv16HrMrA/8Ido/HgbdP4MMWBysJL0KVm6NiFW5x+rcvgXAQcCxEXFxRFyebdsK+HCPrsfMbCQ5aOmPQQQszqxMGsS9LgDuiYjltQ0R8YCk7wILSVkZMxsi/rAcPI8WslHWq2Dl65J2Bu4HrgBOi4g7s337Arc0OGYMeKukHSLioR5dl5l1kYOU8qlfCLLR9kb7rXw8GmhSt+vhAeCzwArgQeCFwEeAlZJeGBG/A2YDaxscO549zwK2CFYkncTETHBP7fJlm1m7HKiUX7P/o3Yms7PBcLAyqav1EBE/AX6S27RC0g+AH5Oad/6WVP+Nps1tOpNfRCwhTfqXzWBrZmbT5WCz/BysTOp5PUTEjZJ+Cbwk2zROyq7Um5U9r+/1NZnZ9PlDbrS4r0t5OViZ1K96yGdTxoBXNSgzF7jT/VXMyslBymhz0GJl1vMZbCXNA54NXJ9tWgbsKumQXJkdgddk+8ysZByoVIf/r6eWn9W2XzPceuhy0tVVlyV9HVgD3EgaCfRC4HTgEeBFEXGfpK2AHwK7Ax8iNfucDjwf2D8i7mr9e7zqslk/+QOsmpxlKWY6r48iqy7PkzabpKwRVWTV5W5nVm4hzaNyIWnI8vuAbwN/GhH3AUTEE8CRwPeALwDfAR4HDisSqJhZfzlQMWuuZ0GdSPO7N3tURFczK/3izIpZ/zhYMWdYimnntVIos7KVYvV2zc+jPzqzYmZm5in9beAcrJiZmXVB1zNQbgaaUKXOxGbWJn+btjwPb+4zAVsP+iLKwcGKmU1wcGJWIrXMirkZyMwSBypWhLMqzfVr/pWqcWbFzMysrNwMBDizYmY4q2LF+W+lmK5kV9zBdoIzK2YV5g8em476vxs3ezQ2Vb0Uft15JcMJzqyYVZQDFesW/y21p3BwVwtWvDhQlW7VzPyhYr2yiMXOsFjPOFgxG3EOUMyGlJuBJrgazEaUgxSzIedgZYKrwWwEODCxsnBzUDHreGaxgv6UBtzB1myo1IKSfHDiQMXKIv/36b/LLnAH2wkVulWz4VYfqPjDwMyqwsGKWUk5GLFh5yahDnWpz4qk3YFzgVdmZ70KeF9E3Fng2D2AjwOHATsDdwP/CpwTEQ93fnXFOFgxKxkHKTZKHLB0oAvBiqTtgauBjcDbgADOApZLen6zgEPSk0mBzQzg74A7gZcAi4FnAUd3dnXFOVgxG5Dam7iDExt1tb9xBy1t6k5m5URgb+A5EXE7gKSfAr8C3gF8rsmxB5KCkiMi4sps23JJs4EPSto+Ih7p+AoLcAdbswFwvxOrIv+9D8QCYFUtUAGIiDXAdcDCFsdumz0/WLf9flL8oG5dZCsOVsz6zG/YVmX++29T56OB9gVuabB9DJjb4tirSBmYT0qaK2kHSYcD7wX+qZ99VhysmPWR36jN/DoorDtDl2cD6xtsHwdmNTswIv4IHESKFcaAPwDfB/4deFeh394l7rNi1gd+czazthXrs7KzpNW5n5dExJK6MjHF2Zv/emkmsBR4OnAsqYPtS4EzgE3AyS2vrkscrJj1kIMUs8Y8SqiAYsHKfRExr8n+9aTsSr1ZNM645P1v4FBgn4j4dbbtB5IeAJZI+qeIuLnlFXZBoWYgSbtJ+ryklZIekRSS9mpQbpakL0u6T9LDkq6StF+DcjMlfVrSOkkbsvMe3PntmJWDZ/A0a82vkb4YI/VbqTcX+HmLY/cD1ucClZofZ8/P6/DaCivaZ2Uf4I2kKOzaRgUkCVgGzAfeDbyeNDZ7uaTd6opfQBpOdQZwJLAOuELSC9q9AbMycZBi1h6/XproTp+VZcABkvaeOG1KNhyY7Wvmt8AsSfvUbf/T7Pm/C11BFyiiUVNWXSFpq4h4Ivv3CcCXgDkRsTZXZiHwb8DhEbE82/ZUYA1wUUS8J9u2P3ATcHxEXJht24YU/d0WEQtaX88uASe1c59mPec3XbPOVadpaAkR9zTtNzLvTxSrj2h+Fl3MDc2agbKJ3W4GNgB/S+q/8nHgKcDzI+KhrNyewK+BMyPizGzbXsBPSUHL2aQ+K/NIE8T9EnhpLTbotUKZlYIXswC4pxaoZMc9AHyXzcdyLwAeI3XaqZXbBFwCHCFpuyLXZFYmDlTMrCc6zKxkw4sPJwUXXwO+TkoiHF4LVDICtiYXF2QJiQNICYazgP8ktYosAV7Zr0AFutvBttlY7rdK2iGrmH2BNQ1mvRsjTUCzT/Zvs6HgQMXMeqJLawNlawC9vkWZtTQYIRQRPyd1AxmobgYrs4G1DbaPZ8+zgIdoPua7dp4tSDqJibafp07/Ks26xEGKmVl/dDNYEcXGchctt5ls3PgSqPVZMRscBypm1nNdyqyMgm5WwzhTj+WGyWzKOLBHk3LjDfaZmZlVi4OVCd2cbr/ZWO47cx15xoA52bLV9eUeBW7HrMScVTGzvujO0OWR0M1bXQYcJ+mQiFgBIGlH4DXAN+rKLQbeAHw1K7cNcDRwZURs7OI1mXWFAxQzs8EpHKxIOir754uz51dLuhe4NwtOlgErgYskfYjU7HM6KTb8VO08EXGTpKXAeZJmkIZQnQzMAd7c4f2YdY0DFDMbuAplT5pppxq+WffzF7LnFcChEfGEpCOBz2T7ZpKCl8Mi4q66Y48jTTBzFrATacKa+RFxY5vXb9Z1DlLMBsdrBuW4z8qEwn1WIkJTPA7NlRmPiOMjYnZEbB8RL2+0yFFEbIiIUyLif0TEzIj404i4pju3ZDY9nirfrBxqr8P8cyVfm+6zMqHQdPtl4+n2rZsq+SZoNsRGI/NSYLr9XRSrT2h+Fn28+XT7o6JCcZnZ5hykmA2n/Gt3NAIXa8XBilWOgxSz0VF7PY9k0OI+KxNcDTZyHIyYVc/IdszdetAXUA4OVmwkOEAxq7aRDFQEzBj0RZSDgxUbOg5MzKzeSDcHmYMVGx4OUsysUtxnZYKrwUrBgYiZWR0HKxNcDdZTDkLMzDrgDraAgxXrEQcpZmYdcgfbCYWn2zcryoGKmZl1kzMr1pQDDzOzAXGflQmuBgM2n1DJAYqZWQk4WJngaqiw+qDEQYqZDbuRmm9FuINtxsFKheRfxA5MzGyUjcRih+5gO8EdbCsi/8J1oGJmVeL3vOHnzMoQmuqFl//24BenmdmkoVzo0H1WJrgahkirAMQBipnZ1IYyYPGnNOBmoKHhQMTMrHND9V5a62Db7FERjtlKbqheWGZmZj3gYKWkHKSYmVWcRwNNcLBSEg5OzMxsM+5gO8HV0EeNJitykGJmZg05WJlQqBok7QacCswD9geeBMyJiLW5MnsBa6Y4xayIuD9XdibwceAtwE7ATcCpEfGDtu+ghOp7nHumWDOz8hiqUUEOVoDi1bAP8EbgBuBa4FVNyp4DLKvb9oe6ny8A/hL4EHAH8DfAFZJeFhE3Fbym0vHEa2ZmZt1XNFj5QUQ8A0DSCTQPVu6IiFVT7ZS0P3AMcHxEXJhtWwGMAWcCCwpeUyk4KDEzGz5DkV1xM9CEQtUQEU908XcuAB4DlubOv0nSJcBpkraLiI1d/H1d48DEzMz6xsHKhF5MCneOpE2SHpC0TNJ+dfv3BdZExCN128eAbUlNTqXjQMXMzPqqFqw0e1REN291I3A+cCVwL/Bc4CPAjyS9NCJuzcrNBtY3OH48t79UHKiYmVnfObMyoWvVEBHrgHfmNl0r6XJSxuSjpJE/kKo/GpxCzc4v6STgpPTTUzu82tYcoJiZjbah6LdiQI9jtoi4S9IPgZfkNo8DezQoPiu3v9G5lgBLAKRdGgU7XeEgxcysOkofsDizAvRnIcP6TMoYMEfS9nXl5gKPArf34ZrMzMzKzX1WJvT0ViXtARwIfCe3eRmwGHgD8NWs3DbA0cCVgxgJ5GyKmZmVjvusTCicWZF0lKSjgBdnm16dbTsk2/9ZSedKeqOkwyS9kzSB3BPAJ2rnySZ9WwqcJ+kESS8HLgHmwGBycaVOAZqZWU/5C2v5tROzfbPu5y9kzyuAQ0nNOycDbweeAtwHXA0sjojb6o49DjgbOIs03f7NwPyIuLGN65k2/2GamVnpObMyoXA1RETT0ToR8RXgKwXPtQE4JXv0lQMVMzPLK2123cHKBFeDmZlZWflTGqhQNTijYmZmjZR2+LIzKxP6MXTZzMystEoZqNhmHLOZmZmVkTMrEyqTWXHkbGZmQ8WTwk2ozK26z4qZmeWV/kusMysTKlENDlTMzKxe7bOhzEFLbNV01hAarws8eirTDGRmZmbDaeQzK86qmJnZMArEJma0KPVoX65l0JxZMTOzSivrl9oANrF100cRknaXdKmkByQ9KOnb2ULDRY9/nqRvSrpP0gZJt0l673TvazpGPrNiZmY2nIpkVjY0P4O0PWmdvo3A20gx0FnAcknPj4iHWxw/Lzv+GuAE4AHgWcAOBW6ga0Y+WFnMotJGzWZmZj12IrA38JyIuB1A0k+BXwHvAD431YGStgK+Cnw/Il6X27W8d5fbmJuBzMys8sr4pTb1Wem4GWgBsKoWqABExBrgOmBhi2MPBebSJKDpFwcrZmZmJVTrYNvsUcC+wC0Nto+RApFmDsqeZ0paJekxSb+T9PeSntTGrXRs5JuBzMzMminrPCu1zEoLO0tanft5SUQsyf08G1jf4LhxYFaLc++SPS8F/gE4DZgHnAnsDrxuiuO6zsGKmZlVWn0TUFmCl2JDl7kvIua1PNWWWs02B5OtLxdFxBnZv6+RtDXwfyTNjYifFzhPx9wMZGZmNrrWk7Ir9WbROOOS9/vs+Xt126/Mnl/QwXW1pRLBSlmiZDMzK7+ydLbt0jwrY6R+K/XmAq2yImO5S8mrZWWeKHIB3VCJYMXMzGz4dKWD7TLgAEl7T5xV2gs4MNvXzP8lzc8yv277EdnzavqkMsGKsytmZjZMujR0+UvAWuAySQslLQAuA+4Czq8VkrSnpE2San1TiIjfA+cA75T0CUmvkHQacAbw1fxw6F6rVAdbTxBnZmZF5D8rBvVlNxCPFcueTH2OiIclHQ6cC3yN1ITzfeB9EfFQrqiArdkyiXEm8Afgr4EPAuuATwMf7+jC2lSpYMXMzKxqIuJO4PUtyqylwQihiAjSpHADnRjOwYqZmVkJBfB4wcUKR13lgpVaOs/NQWZmVmYF51mphJYdbCUdJelbkn6TWxr6HElPqSs3S9KXsyWkH5Z0laT9GpxvpqRPS1qXnW+lpIO7eVNmZmbdMrgvt13pYDsSiowG+iDwOPAR0vClLwInA9/LVmREkkhDoOYD7ya1jc0gLUG9W935LiCtAnkGcCSps84Vkvo2uQx4dJCZmdmwKNIM9JqIuDf38wpJ46Rlow8Friat6ngQcHhELAeQtBJYA3wYeE+2bX/gGOD4iLgw27aCNPHMmdl5zMzMKs/NQJNaZlbqApWa/8qed82eFwD31AKV7LgHgO+y+RLUC4DHSIsi1cptAi4BjpC0XVtX3yFnV8zMrIhFLO57c1AKVrZp+qiK6U4Kd0j2fGv23GwJ6j0k7ZArtyYiHmlQbltgn2lej5mZWc/1M2BxsDKp7WBF0q6kJpurIqI21W6zJahhchnqVuUaLbZU+70nSVqdlsKuj3Wmz9kVMzMro7Q2kIMVaDNYyTIklwGbgOPyuyi2BHXRcluIiCURMS8thb19wSsuZnGW4DMzM7PyKRysSJpJGvGzN3BERNyd2z3O1EtQw2Q2pVW58Qb7zMzMSqN/TUFuBqopFKxImgF8C3gp8BcR8bO6Is2WoL4zt/7AGDBHUn1qZC7wKNC3RZHMzMzKzH1WJhWZFG4r4OvAy4GFEbGqQbFlwK6SDskdtyPwGjZfgnoZaf6VN+TKbQMcDVwZERuncxPd4qYgMzNrpp/dBhysTCpyp/9ICi7OBh6WdEBu391Zc9AyYCVwkaQPkZp9Tif1RflUrXBE3CRpKXBelq1ZQ5pgbg7w5i7cT8e8MrOZmTXS7y+0tWDFijUDvTp7/igpIMk/TgCIiCdIs9F+D/gC8B3SrLeHRcRddec7DrgQOAv4D2B3YH5E3NjRnXSRO9yamVmePxMGq2XIFhF7FTlRRIwDx2ePZuU2AKdkj1JzlsXMzAYVqDizMmm6k8JVhqNpM7PqGuRngOdZmVSdO+1A7Y/VWRYzM+sfZ1ZqnFkxMzOzUnPIZmZmVkLuszLJmZU2uP+KmVm1DLL5PxCPsU3TR1VU507NzMyGSCAe98c04GDFzMyslGqjgczNQG3zhHFmZmb95WDFzMyslEZ7bSBJB0u6ukjZ4b5TMzOzHhrspHAjPxroacAhLUvhYMXMzKyUhjVYkbRHwaJPK3rO4auFkvC6QWZm1kvDGqwAa0n9g1tRwXLDWQtmZma95sEU07YB+AFwaYty84CTipzQwUoHnF0xM7NeGeKhyzcDj0fEBc0KSbofBytmZmbTU46sytA2A90AHFWwrIoUGspaKAtnVczMrFeGuM/K/6F1ExAR8S0KTqEylLVgZmbWS7Uvo+XIsAyXiPhv4L+7eU5PCtcB/xGbmY02L2RYDtW5UzMzsyHihQwnuRbMzMxKaIhHA3Wdm4E65KYgMzPrjdFeG6gdDla6wAGLmdno8sjPwatOWGZmZjZEhnjocte1zKxIOkrStyT9RtIGSbdJOkfSU3Jl9pIUUzx2qjvfTEmflrQuO99KSQf34ub6ydkVMzPrpnAz0IQid/pB4E7gI8DdwAuBjwGHSfqziHgiV/YcYFnd8X+o+/kC4C+BDwF3AH8DXCHpZRFxU9t3YGZmNoKcWZlUpBZeExH35n5eIWkc+CpwKHB1bt8dEbFqqhNJ2h84Bjg+Ii7Mtq0AxoAzgQXtXb6ZmVlvOXM+eC2bgeoClZr/yp53bfP3LQAeA5bmzr8JuAQ4QtJ2bZ7PzMxsJLkZaNJ0RwMdkj3fWrf9HEmbJD0gaZmk/er27wusiYhH6raPAdsC+0zzeszMzEZKgGewzbQdrEjaldRkc1VErM42bwTOB94BHEbq57If8CNJz8sdPhtY3+C047n9U/3ekyStlrQa6mOdcnCq0MxstAz2fT3NYNvsURVt3amkHYDLgE3AcbXtEbEOeGeu6LWSLidlTD4KvKV2ClKwuMWpW/3uiFgCLEnXsUujc5iZmY0Md7CdVDizImkmaaTP3sAREXF3s/IRcRfwQ+Aluc3jNM6ezMrtNzMzGzhny8ujUMgmaQbwLeClwCsi4mcFz1+fSRkDXidp+7p+K3OBR4HbC563tBazyLMdmpkNsbIEKc6sTCoyKdxWwNeBlwMLmw1NrjtuD+BA4Prc5mXADOANuXLbAN5d9bAAABkFSURBVEcDV0bExuKXbmZm1l1lCVTAo4HyitzpP5KCi7OBhyUdkNt3d0TcLemzpMBnJXAv8BzgdOAJ4BO1whFxk6SlwHlZtmYNcDIwB3hzF+6nFJxdMTMbPmUKVMCrLucVqYVXZ88fzR55i0mz2Y6Rgo63A08B7iNNFrc4Im6rO+Y4UuBzFrATcDMwPyJubP/yzczMRpWbgWpa1kJE7FWgzFeArxT5hRGxATgle5iZmQ1c2bIqtjmHbGZmZiXkDraTpjuDrZmZ2Ugoa1YlUFdmsJW0u6RLs9nlH5T07WwQTFsknS4pJP2w7ZvpkIOVHinrH7+ZmQ2H6MIMtpK2J/UhfS7wNuBY4FnAcklPLnotkvYm9Vv93bRupkMOVnrIAYuZmQ3YiaTJXF8bEf8WEZeRFhXek7RETlFfJE1jUr8mYF84WDEzMyuh2tDlDudZWQCsioiJSVcjYg1wHbCwyAkkHQO8iDQlyUA4WDEzMyulrkwKty9wS4PtY6TZ45tfgTQLOBf4cEQMbEkcdzM2MzMroYKjgXaWtDr385Js4d+a2cD6BseNM7kuXzOfBn4J/HOBsj3jYMXMzCptqhnHB93vsGCwcl9EzGt5qi2p1Ykl/TnwVuBFEdHoHH3jZqAeG/Qfu5mZTc8iFo/C0inrSdmVerNonHHJOx+4ALhb0k6SdiIlObbOft6uu5c6NWdWzMzMSqhLk8KNkfqt1JsL/LzFsc/LHu9ssG898H7gvI6uriAHK2ZmZiXUpWBlGfAZSXtHxB0AkvYCDgROa3HsYQ22nQdsDbwbuL3B/p5wM1AfuCnIzGw4DfL9O6AbM9h+CVgLXCZpoaQFwGXAXaRmHgAk7Slpk6QzJn5/xDX1D+B+4IHs57u7d7fNOVjpEwcsZmbDZ7B9VjqfwTYiHgYOJ43o+RppYrc1wOER8dBmvyxlTEoZF7gZqE9GoJOWmZkNoYi4E3h9izJrKTBCKCIO7c5VtcfBipmZWQl51eVJrgUzM7MmapnxQTTnP/FEy2RHJThYMTMzK6O0OJBR0o40o8gdbM3Mhpv7Hg6OMytmZmZl5MzKBGdWzMzMCuprdqUWrDR7VIQzK2ZmZmXkzMoEZ1bMzMza0LfsSprCtvmjIhys9JE72ZqZmbWvZbAi6QhJV0v6raSNku6W9K+S5taVmyXpy5Luk/SwpKsk7dfgfDMlfVrSOkkbJK2UdHA3b8rMzGwkPN7iURFFMiuzgRuAdwGvAk4nLTe9StKeAJJEWtlxPmklxtcDM4DlknarO98FwInAGcCRwDrgCkkv6PhuhsBiFjnDYmY25PrSFOQOthNadrCNiIuBi/PbJP0Y+AVwFPBZYAFwEGlhpOVZmZWkxZI+DLwn27Y/cAxwfERcmG1bAYwBZ2bnMTMzM3ewnTDdPiu/z55r3XsWAPfUAhWAiHgA+C6wMHfcguyYpblym4BLgCMkbTfN6zEzM+urnmdXnFmZUDhYkbS1pG0lPQs4H/gtKciA1Cx0S4PDxoA9JO2QK7cmIh5pUG5bYJ92Ln6YuTnIzMysmHbmWbkeeHH279tJTT6/y36eDaxtcMx49jwLeCgrt75JudlT/XJJJwEnpZ+eWvyqzczMhlWFsifNtNMMdCxwAKnPyYPA9yTtle0TKWFVr365yKLlthARSyJiXkTMg+2LXrOZmdlwcjPQhMLBSkTcGhHXZx1uXw7sAJyW7R6ncVZkVva8vmC58Qb7zMzMSqfnTfkOViZMq4NtRNxPagqq9TEZI/VHqTcXuDMiHsqVmyOpPjUyF3g0O2eluN+KmdnwqL1n+727v6YVrEh6BvBc4NfZpmXArpIOyZXZEXhNto9cuRnAG3LltgGOBq6MiI3TuZ5h5862Zmbl1/dAxdPtT2jZwVbSd4AbgZ+S+qo8G3g/KQH12azYMmAlcJGkD5GafU4n9UX5VO1cEXGTpKXAeZJmkOZhORmYA7y5S/c0tBazqL8repqZWXkFlZqltpkio4FWAW8EPkAaXnwXcA1wTkSsBYiIJyQdCXwG+AIwkxS8HBYRd9Wd7zjgbOAsYCfgZmB+RNzY6c2YmZmNlAr1S2mmyAy2nwQ+WaDcOHB89mhWbgNwSvYwMzOzRjyD7QSvulwy7rtiZma2OQcrJeSAxczMPHR5Ujsz2JqZmVXSQL5EuhlogoMVMzOzMnKwMsHNQCXlpiAzs3IY6Puxm4EAZ1ZKzfOumJkNhr8wlouDlZKrvWActJiZVUxtBltzsDIsGkX5DmDMzLqvNFkVz2A7wX1WhlhpXlBmZtZ9Hro8wcGKmZmZlZqDFTMzs5zSNLE7szLBfVbMzMxyStPE7nlWJjizMuRK86IyMxsBpXtPdWYFcLAyEkr34jIzs865GWiCm4FGhOdjMTObPn/pKzcHKyMm/4Jz4GJmVswiFpcvYHGflQluBhphpXvhmZlZcbUZbJs9KsKZlRHn5iEzsyHlGWwnOLNSEc6ymJkNIXewBRysmJmZ+QtdybkZqELcJGRmlixmUTk71ea5g+0EZ1YqqNQvTjOzPin9e6HnWZngYKWiSv8iNTOrOo8GmtCyGUjSEcCpwFxgFnAv8CPgYxHx86zMXsCaKU4xKyLuz51vJvBx4C3ATsBNwKkR8YNp34VNi5uFzKxK/CVteBXJrMwGbgDeBbwKOB3YF1glac+6sucAL6t7/KGuzAXAicAZwJHAOuAKSS+Y5j1Yh/wCNjMrodrQ5WaPimiZWYmIi4GL89sk/Rj4BXAU8NncrjsiYtVU55K0P3AMcHxEXJhtWwGMAWcCC9q9AeuOWmczM7NRM9RfyCrUL6WZ6fZZ+X323G6L2YLsmKW1DRGxCbgEOELSdtO8HjMzs9HiDrYTCgcrkraWtK2kZwHnA78lBRl550jaJOkBScsk7Ve3f19gTUQ8Urd9DNgW2KfN6zczM5vSUGdV3MF2QjvzrFwPvDj79+3A4RHxu+znjaQA5kpSB9znAh8BfiTppRFxa1ZuNrC+wbnHc/ttQNwUZGajYqiDFNtCO8HKscCOwN7AB4HvSTooItZGxDrgnbmy10q6nJQx+Shp5A+ASLFiPbX65ZJOAk5KPz21jcs2MzMbQl4baELhZqCIuDUirs863L4c2AE4rUn5u4AfAi/JbR6ncfZkVm7/VOdbEhHzImIebF/0sq1N/jZiZsNsMYtG532sS31WJO0u6dKsi8aDkr4taY8Cx82TtETSLyQ9IulOSV+XNGe6tzRd0+pgm82bcjut+5jUZ1LGgDmS6qONucCj2TltwEbqxW5mlTGS71sdBivZ5+3VpO4ZbyO1kjwLWC7pyS0OfxOpr+nfA68mJSheBKyWtHv7NzN90wpWJD2DdOO/blJmD+BAUl+XmmXADOANuXLbAEcDV0bExulcj5mZ2cjpTgfbE0ndN14bEf8WEZeRRubuCbyjxbGfjIgDI+ILEbEiIr4BzCe1hpzY/g1NX5EZbL8D3Aj8FHgQeDbwflJM99mszGdJgc9KUgfb55Amj3sC+ETtXBFxk6SlwHmSZpBmvT0ZmAO8uWt3ZWZmlTGSGZXuWQCsioiJlouIWCPpOmAh8LmpDoyIexts+42ke4Fde3GxUymSWVkFvBb4KvAfwCnACuAFEfHLrMwYcBBpRND3gI8B1wF/GhG31Z3vOOBC4KzsfLsD8yPixo7uxLrObwBmNgxGdhRjd2aw3Re4pcH2MVIXjLZIeh7wdODWVmW7qcgMtp8EPtmizFeArxT5hRGxgRTwnFKkvA2WhzObWdmN7BerWgfbzjSbMmRWg+1Tyrpt/BOpBeWCjq+sDV512Vpyh1szK7OR/UJVbDTQzpJW5x4nTXGmei2nDGngH4A/A94SEY0CoJ5pZ54VMzOz0qn4l6n70pQeU1rP1FOGFA44JJ1DmuvsbRFxZXuX2DlnVqywir8hmJn1V3dGA42R+q3Umwv8vMgJJH2UNGz5vRHxtUK/tcucWTEzs6FRuS9Nnc9guwz4jKS9I+IOAEl7kaYWmXJi1xpJ7yENiPloRHy+46uZJmdWrC2Ve6Mws9Ko3PtPd2aw/RKwFrhM0kJJC4DLgLtII3gBkLRnthDxGbltbwLOAy4HrpZ0QO7R9kiiTjizYmZmpVe5QAW6MhooIh6WdDhwLvA1Usfa7wPvi4iHckUFbM3mSYz52fb52SNvBXBoZ1dXnIMVMzOzERYRdwKvb1FmLXUjhCLi7cDbe3Vd7XAzkLWtkt9wzMz6rTsdbEeCMys2LbWAZWTnNzCz0qjsF6TaDLbmYMXMzMqrsoFKTecz2I4ENwNZRyr/RmJmPeGZsy3PwYp1zG8oZmY90J2hyyPBzUDWFe7DYmbd4C8/ObUOtuZgxbrLQYuZNeNgpA3uYDvBwYr1RP0bkoMXs2pYzCIWsXizZ5umLkwKNyoU0Wjl6HKTdom0+KMNEwcsZqPHwch0LSHiHjUroW3nBf9jdfPT3KUbWqy6PBKcWbG+cROR2ehwkNInzqwADlbMzKwgByh95g62ExysWN85w2I2fByoDIA72E7wPCs2MH7zMxsOfq0OiOdZmeDMig2Usyxm5eLAxMrIwYqVgoMWs8FxgFJSHro8wcGKlUptbgYz6z0HKSXnDrYTptVnRdLlkkLSWXXbZ0n6sqT7JD0s6SpJ+zU4fqakT0taJ2mDpJWSDp7uTZiZWXscqAyJx1s8KqLtzIqkvwL2b7BdwDJgDvBuYD1wOrBc0gsi4u5c8QuAvwQ+BNwB/A1whaSXRcRNbd+FjRQ3CZn1joMUG0ZtBSuSdgLOBd4PfKNu9wLgIODwiFielV8JrAE+DLwn27Y/cAxwfERcmG1bAYwBZ2bnMXOTkFmXOEAZVgHhTivQfmblU8BYRFwsqVGwck8tUAGIiAckfRdYSBasZOUeA5bmym2SdAlwmqTtImJjuzdio8lZFrPpcYAyKhysQBvBiqSDgLfSoAkosy9wS4PtY8BbJe0QEQ9l5dZExCMNym0L7JP928zMmsgHJF40cBR5OFBNoWBF0gzgfOAzEXHbFMVmA2sbbB/PnmcBD2Xl1jcpN7vINVl1OKtitrlGQYkDlVHkYKWmaGblVOBJwNlNyohUs422T6fc5julk5hYavmpzYraCHGgYrY5ByVWRS2DFUl7AB8FTgC2k7Rdbvd2WafbP5AyI42yIrOy51o2ZRzYo0m58Qb7iIglwJJ0Tbs0CnbMzEaaA5WqcWalpkhmZW9gJnBRg30fzB4vJPUzeVWDMnOBO7P+KmTlXidp+7p+K3OBR4HbC167jThnVazqHJxUnYOVmiLByk3AYQ22LycFMBeQAoxlwHGSDomIFQCSdgRew+bDnJcBi4E3AF/Nym0DHA1c6ZFAVuOhy1YlDkxsSw5WaloGKxFxP3BN/fY0Bxy/iYhrsp+XASuBiyR9iMlJ4UQa8lw7302SlgLnZR131wAnkyaTe3Nnt2OjxgGLjZpGQYn/xm1qDlagi2sDRcQTko4EPgN8gdR0tBI4LCLuqit+HKmz7lnATsDNwPyIuLFb12Ojw3Ot2LAqmi1xVsWsuWkHKxGxxeidiBgHjs8ezY7dAJySPczMRo4DEOucm4FqvOqymVkXOUix7nGwUjOtVZfNBsEfAt3l+uyuxSxynVqX1YKVZo9qcGbFhoo73BZX39dnqllPG9XnVB+69VO6TzXFe9X+jxykmPWWIoZvfrU0KdxJg74MG7CqfSAWVYYPzqr935Shzm3YLCHinhYzt8+NzWf+aOSFN0TEvC5eWCk5s2JDq9m3/0HqdPTSKHzw1Wdfmu3vRrl+GoX/Hxsm1WnqacaZFauEfn3A1X+QtfN7R/1DsJurAg8iYBn1/x/rtyKZlecFXNjiPC+rRGbFwYpVhgOH0dOroMX//9Z7RYKV5wZ8ucV5/rwSwYqbgawyGnUm9YfScGvV3DTdc5lZuThYsUrxB9LoatZXyP/vNpw8z0qNgxUzGykOTGx0OFipcbBiZmZWWg5WwMGKmZlZSTmzUuPp9s3MzKzUnFkxMzMrJWdWahysmJmZlZKDlRoHK2ZmZqXkYKXGfVbMzMys1JxZMTMzKy1nVsDBipmZWUm5GajGwYqZmVkpOVipcbBiZmZWSg5WatzB1szMzErNmRUzM7NScmalxpkVMzOzUqoFK80erUnaXdKlkh6Q9KCkb0vao+CxMyV9WtI6SRskrZR08LRupwMOVszMzEqrs2BF0vbA1cBzgbcBxwLPApZLenKBC7gAOBE4AzgSWAdcIekF7d5JJ9wMZGZmVkpdaQY6EdgbeE5E3A4g6afAr4B3AJ+b6kBJ+wPHAMdHxIXZthXAGHAmsKDTiyvKmRUzM7PRtQBYVQtUACJiDXAdsLDAsY8BS3PHbgIuAY6QtF33L7cxBytmZmal1JU+K/sCtzTYPgbMLXDsmoh4pMGx2wL7FLmAbnAzkJmZWSl1pRloNrC+wfZxYFYHx9b298WQBivr7oPFvxn0VZTYzsB9g76IEnP9tOY6as7105rrqLnntC6y7gpYvHOLQjMlrc79vCQiltSViQbHqfXvRx0c21VDGaxExNMGfQ1lJml1RMwb9HWUleunNddRc66f1lxHzdUFGA1FxPwu/Kr1NM6AzKJx1iRvHGg0xHlWbn9fuM+KmZnZ6Boj9T2pNxf4eYFj52TDn+uPfRS4fctDesPBipmZ2ehaBhwgae/aBkl7AQdm+1odOwN4Q+7YbYCjgSsjYmO3L3YqDlZGU317pW3O9dOa66g5109rrqPm+lU/XwLWApdJWihpAXAZcBdwfq2QpD0lbZJ0Rm1bRNxEGrZ8nqQTJL2cNGx5DrCoT9efri+iUd8ZMzMzGwXZ1PrnAq8kdY79PvC+iFibK7MXsAZYHBEfy21/EnA2aXK4nYCbgVMj4pq+XHztOhysmJmZWZm5GajEJB0qKRo87q8rN0vSlyXdJ+lhSVdJ2q/B+UqxIFUvSbo8q6Oz6rZXso4kHSHpakm/lbRR0t2S/lXS3LpyVa2foyR9S9Jvsvu5TdI5kp5SV66S9QMgaTdJn8/u5ZHs9bVXg3KVraOi1MGCglXnYGU4vAd4We7xitoOSSJ1gpoPvBt4PalD1HJJu9WdpxQLUvWKpL8C9m+wvcp1NBu4AXgX8CrgdNLIgFWS9oTK188HgceBj5Du/4vAycD3JG0Fla8fSLOUvpE0zPXaRgVcR62p8wUFqy0i/CjpAziUNCHPK5qUWZiVOSy37amk8e9/n9u2f1buuNy2bYDbgGWDvtcu1NVOwG+Bv8ru8yzX0ZR19ZzsPj9Q9foBntZg21uz+zy86vWT3cNWuX+fkN3jXnVlKl1HBevxvaTAeJ/ctjmkKWpPGfT1lf3hzMrwWwDcExHLaxsi4gHgu2y+SFVpFqTqkU8BYxFxcYN9rqPN/T57fix7rmz9RMS9DTb/V/a8a/Zc2foBiIgnChSrdB0V1MmCgpXnYGU4fF3S45J+L+kbdW2czRap2kPSDrlya6IEC1J1m6SDSN+G/3qKIq4jaWtJ20p6Fmm44m9JHxDg+ql3SPZ8a/bs+mnNddRaJwsKVp6DlXJ7APgsKfV6OPBxUn+VlZKenpVptdDUrILl+rYgVTdJmkH68P1MRNw2RbFK11HmemAj8Evg+aQmjt9l+1w/GUm7AmcCV0VEbTp0109rrqPWOllQsPKGcm2gqoiInwA/yW1aIekHwI9JnW7/luILTZVmQaouOxWozQMwlarXEaTOfDsCe5M6lX5P0kGR5llw/QDZt//LSH0IjsvvwvXTiuuomCrfe0ecWRkyEXEj6dvxS7JN40y9SBVMRvKtyvVtQapuyZrDPgr8HbCdpJ0k7ZTtrv28NRWuo5qIuDUirs/69Lwc2AE4Ldtd+fqRNJM0mmVv4IiIuDu3u/L1U4DrqLVOFhSsPAcrwyn/7aTZIlV3RsRDuXJzVIIFqbpob2AmcBHpxV57QMoerAf2o9p1tIWIuJ90L7X+AZWun6wp8VvAS4G/iIif1RWpdP0U5DpqrZMFBSvPwcqQkTQPeDapDwKkb4O7SjokV2ZH4DVsvkhVaRak6qKbgMMaPCAFMIeR3vyqXEdbkPQM0lwPv842VbZ+srlUvk7KNi2MiFUNilW2ftrgOmqtkwUFbdBjp/2Y+kF6Ez0L+F+kDrYfAO4D7gR2zspsBfyItCjVm4AjgGtI6dTd6853CSnbcALpzflS4I/AiwZ9r12ut/p5VipbR8B3SM1kC0nB2zuAXwD3A892/fDF2t8LcEDdY7eq10/uvo7KHrX6Ojn7+RDXUeE6fDLpy9PPstfjAtI6O3cAOwz6+sr+GPgF+NHkPyfNNvpT0qigx7I3giXAM+vKzQa+kr0xPEJapGr/Bud7EvA50rDVP5KyM4cO+j57UG+bBStVriNSB+QbsuDkEdLkW+ez5aReVa2ftdnfS6PHx6peP7n7mqqOrnEdtVWPe5CaHB8E/gD8W/1r0Y/GDy9kaGZmZqXmPitmZmZWag5WzMzMrNQcrJiZmVmpOVgxMzOzUnOwYmZmZqXmYMXMzMxKzcGKmZmZlZqDFTMzMys1BytmZmZWav8/jWeCqQV5uTwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. run view.py to plot the height\n",
    "# Hover around to see the maximum height on the water (shown in the status bar)\n",
    "# because height on the water varies in the DEM file with respect to the ellipsoid (*.wgs84 file in ISCE)\n",
    "view.main('./inputs/geometryRadar.h5 height --noverbose'.split())\n",
    "# Let's say here the maximum height value on the water you found is -6 m\n",
    "\n",
    "# 2. run generate_mask.py to create a mask based on the threshold\n",
    "!generate_mask.py INPUTS/geometryRadar.h5 -m -5.5 -o waterMask.h5\n",
    "view.main('waterMask.h5 --noverbose'.split())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Option 2: Download water mask using `wbd.py` from ISCE and radar-code it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "geocode.py /Users/yunjunz/insarlab/DEM/swbdLat_S01_N00_Lon_W092_W091.wbd -l inputs/geometryRadar.h5 -o waterBody.h5 --geo2radar\n",
      "number of processor to be used: 1\n",
      "--------------------------------------------------\n",
      "resampling file: /Users/yunjunz/insarlab/DEM/swbdLat_S01_N00_Lon_W092_W091.wbd\n",
      "reading swbdLat_S01_N00_Lon_W092_W091 from swbdLat_S01_N00_Lon_W092_W091.wbd ...\n",
      "input source data is not float, change fill_value from NaN to 0.\n",
      "nearest resampling with kd_tree using 1 processor cores in 0 segments ...\n",
      "delete exsited file: waterBody.h5\n",
      "create HDF5 file: waterBody.h5 with w mode\n",
      "create dataset /swbdLat_S01_N00_Lon_W092_W091 of int8       in size of (450, 600)           with compression=None\n",
      "finished writing to waterBody.h5\n",
      "time used: 00 mins 2.3 secs.\n",
      "\n",
      "input swbdLat_S01_N00_Lon_W092_W091 file: waterBody.h5\n",
      "read waterBody.h5\n",
      "create initial mask with the same size as the input file and all = 1\n",
      "all pixels with nan value = 0\n",
      "exclude pixels with value < -0.5\n",
      "delete exsited file: waterMask.h5\n",
      "create HDF5 file: waterMask.h5 with w mode\n",
      "create dataset /mask of bool       in size of (450, 600)           with compression=None\n",
      "finished writing to waterMask.h5\n",
      "time used: 00 mins 0.0 secs.\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. Downloads water body mask from USGS using wbd.py\n",
    "# This will create file swbdLat_S01_N00_Lon_W092_W091.wbd in the current directory, or in $DEMDB if it's defined.\n",
    "# The file contains -1 for water and 0 for land\n",
    "!wbd.py -1 0 -92 -91   #S N W E in degrees\n",
    "\n",
    "# 2. Convert to radar coordinates\n",
    "# This will radar-code the downloaded swbdLat_S01_N00_Lon_W092_W091.wbd into waterBody.h5 file.\n",
    "!geocode.py $DEMDB/swbdLat_S01_N00_Lon_W092_W091.wbd -l inputs/geometryRadar.h5 -o waterBody.h5 --geo2radar\n",
    "\n",
    "# 3. Adjust value for MintPy: 0 for water and 1 for land\n",
    "# This will generate waterMask.h5 from waterBody.h5 file.\n",
    "!generate_mask.py waterBody.h5 -m -0.5 -o waterMask.h5\n",
    "view.main('waterMask.h5 --flip-lr --noverbose'.split())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
